{"id":2455,"date":"2023-07-22T04:43:11","date_gmt":"2023-07-22T04:43:11","guid":{"rendered":"https:\/\/statorials.org\/ru\/%d0%b4%d0%b2%d1%83%d0%bc%d0%b5%d1%80%d0%bd%d1%8b%d0%b8-%d0%b0%d0%bd%d0%b0%d0%bb%d0%b8%d0%b7-%d0%b2-r\/"},"modified":"2023-07-22T04:43:11","modified_gmt":"2023-07-22T04:43:11","slug":"%d0%b4%d0%b2%d1%83%d0%bc%d0%b5%d1%80%d0%bd%d1%8b%d0%b8-%d0%b0%d0%bd%d0%b0%d0%bb%d0%b8%d0%b7-%d0%b2-r","status":"publish","type":"post","link":"https:\/\/statorials.org\/ru\/%d0%b4%d0%b2%d1%83%d0%bc%d0%b5%d1%80%d0%bd%d1%8b%d0%b8-%d0%b0%d0%bd%d0%b0%d0%bb%d0%b8%d0%b7-%d0%b2-r\/","title":{"rendered":"\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0434\u0432\u0443\u043c\u0435\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0432 r (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">\u0422\u0435\u0440\u043c\u0438\u043d <strong>\u0434\u0432\u0443\u043c\u0435\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437<\/strong> \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u0430\u043d\u0430\u043b\u0438\u0437\u0443 \u0434\u0432\u0443\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445. \u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u044d\u0442\u043e \u0437\u0430\u043f\u043e\u043c\u043d\u0438\u0442\u044c, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043f\u0440\u0438\u0441\u0442\u0430\u0432\u043a\u0430 \u00ab\u0431\u0438\u00bb \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u00ab\u0434\u0432\u0430\u00bb.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0426\u0435\u043b\u044c \u0434\u0432\u0443\u043c\u0435\u0440\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043f\u043e\u043d\u044f\u0442\u044c \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u044c \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u0440\u0438 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0445 \u0441\u043f\u043e\u0441\u043e\u0431\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u0432\u0443\u043c\u0435\u0440\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong> \u041e\u0431\u043b\u0430\u043a\u0430 \u0442\u043e\u0447\u0435\u043a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong> \u041a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>3.<\/strong> \u041f\u0440\u043e\u0441\u0442\u0430\u044f \u043b\u0438\u043d\u0435\u0439\u043d\u0430\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 \u044d\u0442\u0438\u0445 \u0442\u0438\u043f\u043e\u0432 \u0434\u0432\u0443\u043c\u0435\u0440\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044f \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u043d\u0430\u0431\u043e\u0440 \u0434\u0430\u043d\u043d\u044b\u0445, \u0441\u043e\u0434\u0435\u0440\u0436\u0430\u0449\u0438\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043e \u0434\u0432\u0443\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445: <strong>(1)<\/strong> \u0447\u0430\u0441\u044b, \u043f\u043e\u0442\u0440\u0430\u0447\u0435\u043d\u043d\u044b\u0435 \u043d\u0430 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435, \u0438 <strong>(2)<\/strong> \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u0442\u0435\u0441\u0442\u043e\u0432, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0435 20 \u0440\u0430\u0437\u043d\u044b\u043c\u0438 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u0430\u043c\u0438:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame<\/span>\ndf &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (hours=c(1, 1, 1, 2, 2, 2, 3, 3, 3, 3,\n                         3, 4, 4, 5, 5, 6, 6, 6, 7, 8),\n                 score=c(75, 66, 68, 74, 78, 72, 85, 82, 90, 82,\n                         80, 88, 85, 90, 92, 94, 94, 88, 91, 96))\n\n<span style=\"color: #008080;\">#view first six rows of data frame\n<\/span>head(df)\n\n  hours score\n1 1 75\n2 1 66\n3 1 68\n4 2 74\n5 2 78\n6 2 72<\/strong><\/pre>\n<h3> <span style=\"color: #000000;\"><strong>1. \u041e\u0431\u043b\u0430\u043a\u0430 \u0442\u043e\u0447\u0435\u043a<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u041c\u044b \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0441\u0438\u043d\u0442\u0430\u043a\u0441\u0438\u0441, \u0447\u0442\u043e\u0431\u044b \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0434\u0438\u0430\u0433\u0440\u0430\u043c\u043c\u0443 \u0440\u0430\u0441\u0441\u0435\u044f\u043d\u0438\u044f \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0438\u0437\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u0447\u0430\u0441\u043e\u0432 \u0432 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043e\u0442 \u043e\u0446\u0435\u043d\u043a\u0438 \u0437\u0430 \u044d\u043a\u0437\u0430\u043c\u0435\u043d \u0432 R:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create scatterplot of hours studied vs. exam score<\/span>\nplot(df$hours, df$score, pch= <span style=\"color: #008000;\">16<\/span> , col=' <span style=\"color: #ff0000;\">steelblue<\/span> ',\n     main=' <span style=\"color: #ff0000;\">Hours Studied vs. Exam Score<\/span> ',\n     xlab=' <span style=\"color: #ff0000;\">Hours Studied<\/span> ', ylab=' <span style=\"color: #ff0000;\">Exam Score<\/span> ')\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-22025 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/biv1.png\" alt=\"\" width=\"439\" height=\"429\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">\u041f\u043e \u043e\u0441\u0438 X \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0443\u0447\u0435\u0431\u043d\u044b\u0445 \u0447\u0430\u0441\u043e\u0432, \u0430 \u043f\u043e \u043e\u0441\u0438 Y \u2014 \u043e\u0446\u0435\u043d\u043a\u0430, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u0430\u044f \u043d\u0430 \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u0435.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0413\u0440\u0430\u0444\u0438\u043a \u043f\u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442, \u0447\u0442\u043e \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438 \u0441\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0441\u0432\u044f\u0437\u044c: \u043f\u043e \u043c\u0435\u0440\u0435 \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u044f \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0443\u0447\u0435\u0431\u043d\u044b\u0445 \u0447\u0430\u0441\u043e\u0432 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u043e\u0432 \u0442\u0430\u043a\u0436\u0435 \u0438\u043c\u0435\u044e\u0442 \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u044e \u043a \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u044e.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>2. \u041a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u041a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u041f\u0438\u0440\u0441\u043e\u043d\u0430 \u2014 \u044d\u0442\u043e \u0441\u043f\u043e\u0441\u043e\u0431 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0437\u0430\u0432\u0438\u0441\u0438\u043c\u043e\u0441\u0442\u0438 \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041c\u044b \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>cor()<\/strong> \u0432 R \u0434\u043b\u044f \u0440\u0430\u0441\u0447\u0435\u0442\u0430 \u043a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u0430 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u041f\u0438\u0440\u0441\u043e\u043d\u0430 \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#calculate correlation between hours studied and exam score received\n<\/span>cor(df$hours, df$score)\n\n[1] 0.891306\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442 \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 \u043e\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442\u0441\u044f \u0440\u0430\u0432\u043d\u044b\u043c <strong>0,891<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u042d\u0442\u043e \u0437\u043d\u0430\u0447\u0435\u043d\u0438\u0435 \u0431\u043b\u0438\u0437\u043a\u043e \u043a 1, \u0447\u0442\u043e \u0443\u043a\u0430\u0437\u044b\u0432\u0430\u0435\u0442 \u043d\u0430 \u0441\u0438\u043b\u044c\u043d\u0443\u044e \u043f\u043e\u043b\u043e\u0436\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u044e \u043c\u0435\u0436\u0434\u0443 \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u043e\u043c \u0443\u0447\u0435\u0431\u043d\u044b\u0445 \u0447\u0430\u0441\u043e\u0432 \u0438 \u043e\u0446\u0435\u043d\u043a\u043e\u0439 \u043d\u0430 \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u0435.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>3. \u041f\u0440\u043e\u0441\u0442\u0430\u044f \u043b\u0438\u043d\u0435\u0439\u043d\u0430\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u041f\u0440\u043e\u0441\u0442\u0430\u044f \u043b\u0438\u043d\u0435\u0439\u043d\u0430\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f \u2014 \u044d\u0442\u043e \u0441\u0442\u0430\u0442\u0438\u0441\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u043c\u0435\u0442\u043e\u0434, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043c\u044b \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c, \u0447\u0442\u043e\u0431\u044b \u043d\u0430\u0439\u0442\u0438 \u0443\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u043b\u0438\u043d\u0438\u0438, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043b\u0443\u0447\u0448\u0435 \u0432\u0441\u0435\u0433\u043e \u00ab\u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0443\u0435\u0442\u00bb \u043d\u0430\u0431\u043e\u0440\u0443 \u0434\u0430\u043d\u043d\u044b\u0445, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u043c\u044b \u0437\u0430\u0442\u0435\u043c \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c, \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u043d\u044f\u0442\u044c \u0442\u043e\u0447\u043d\u0443\u044e \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u044c \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041c\u044b \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u0444\u0443\u043d\u043a\u0446\u0438\u044e <strong>lm()<\/strong> \u0432 R, \u0447\u0442\u043e\u0431\u044b \u043f\u043e\u0434\u043e\u0433\u043d\u0430\u0442\u044c <a href=\"https:\/\/statorials.org\/ru\/\u043f\u0440\u043e\u0441\u0442\u0430\u044f-\u043b\u0438\u043d\u0435\u0438\u043d\u0430\u044f-\u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f-\u0432-r\/\" target=\"_blank\" rel=\"noopener\">\u043f\u0440\u043e\u0441\u0442\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c \u043b\u0438\u043d\u0435\u0439\u043d\u043e\u0439 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438<\/a> \u043a \u0438\u0437\u0443\u0447\u0435\u043d\u043d\u044b\u043c \u0447\u0430\u0441\u0430\u043c \u0438 \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u043c \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0430\u043c \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u0430:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit simple linear regression model\n<\/span>fit &lt;- lm(score ~ hours, data=df)\n\n<span style=\"color: #008080;\">#view summary of model\n<\/span>summary(fit)\n\nCall:\nlm(formula = score ~ hours, data = df)\n\nResiduals:\n   Min 1Q Median 3Q Max \n-6,920 -3,927 1,309 1,903 9,385 \n\nCoefficients:\n            Estimate Std. Error t value Pr(&gt;|t|)    \n(Intercept) 69.0734 1.9651 35.15 &lt; 2nd-16 ***\nhours 3.8471 0.4613 8.34 1.35e-07 ***\n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\nResidual standard error: 4.171 on 18 degrees of freedom\nMultiple R-squared: 0.7944, Adjusted R-squared: 0.783 \nF-statistic: 69.56 on 1 and 18 DF, p-value: 1.347e-07<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u041f\u043e\u0434\u043e\u0431\u0440\u0430\u043d\u043d\u043e\u0435 \u0443\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438 \u0438\u043c\u0435\u0435\u0442 \u0432\u0438\u0434:<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041e\u0446\u0435\u043d\u043a\u0430 \u0437\u0430 \u044d\u043a\u0437\u0430\u043c\u0435\u043d = 69,0734 + 3,8471*(\u0443\u0447\u0435\u0431\u043d\u044b\u0435 \u0447\u0430\u0441\u044b)<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u042d\u0442\u043e \u0433\u043e\u0432\u043e\u0440\u0438\u0442 \u043d\u0430\u043c \u043e \u0442\u043e\u043c, \u0447\u0442\u043e \u043a\u0430\u0436\u0434\u044b\u0439 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0439 \u0447\u0430\u0441 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0441\u0432\u044f\u0437\u0430\u043d \u0441\u043e \u0441\u0440\u0435\u0434\u043d\u0438\u043c \u0443\u0432\u0435\u043b\u0438\u0447\u0435\u043d\u0438\u0435\u043c \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0439 \u043e\u0446\u0435\u043d\u043a\u0438 \u043d\u0430 <strong>3,8471<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041c\u044b \u0442\u0430\u043a\u0436\u0435 \u043c\u043e\u0436\u0435\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043f\u043e\u0434\u043e\u0431\u0440\u0430\u043d\u043d\u043e\u0435 \u0443\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u0435 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u0438, \u0447\u0442\u043e\u0431\u044b \u0441\u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043e\u0446\u0435\u043d\u043a\u0443, \u043a\u043e\u0442\u043e\u0440\u0443\u044e \u043f\u043e\u043b\u0443\u0447\u0438\u0442 \u0441\u0442\u0443\u0434\u0435\u043d\u0442, \u0438\u0441\u0445\u043e\u0434\u044f \u0438\u0437 \u043e\u0431\u0449\u0435\u0433\u043e \u043a\u043e\u043b\u0438\u0447\u0435\u0441\u0442\u0432\u0430 \u0438\u0437\u0443\u0447\u0435\u043d\u043d\u044b\u0445 \u0447\u0430\u0441\u043e\u0432.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0441\u0442\u0443\u0434\u0435\u043d\u0442, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0443\u0447\u0438\u0442\u0441\u044f 3 \u0447\u0430\u0441\u0430, \u0434\u043e\u043b\u0436\u0435\u043d \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0431\u0430\u043b\u043b <strong>81,6147<\/strong> :<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">\u041e\u0446\u0435\u043d\u043a\u0430 \u0437\u0430 \u044d\u043a\u0437\u0430\u043c\u0435\u043d = 69,0734 + 3,8471*(\u0443\u0447\u0435\u0431\u043d\u044b\u0435 \u0447\u0430\u0441\u044b)<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u041e\u0446\u0435\u043d\u043a\u0430 \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u0430 = 69,0734 + 3,8471*(3)<\/span><\/li>\n<li> <span style=\"color: #000000;\">\u0420\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442 \u044d\u043a\u0437\u0430\u043c\u0435\u043d\u0430 = 81,6147<\/span><\/li>\n<\/ul>\n<h3> <span style=\"color: #000000;\"><strong>\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0440\u0435\u0441\u0443\u0440\u0441\u044b<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">\u0421\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u0443\u0447\u0435\u0431\u043d\u044b\u0435 \u043f\u043e\u0441\u043e\u0431\u0438\u044f \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u044e\u0442 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u0443\u044e \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u044e \u043e \u0434\u0432\u0443\u043c\u0435\u0440\u043d\u043e\u043c \u0430\u043d\u0430\u043b\u0438\u0437\u0435:<\/span><\/p>\n<p><a href=\"https:\/\/statorials.org\/ru\/\u0434\u0432\u0443\u043c\u0435\u0440\u043d\u044b\u0438-\u0430\u043d\u0430\u043b\u0438\u0437\/\" target=\"_blank\" rel=\"noopener\">\u0412\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432 \u0434\u0432\u0443\u043c\u0435\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435-\u043f\u0440\u0438\u043c\u0435\u0440\u044b-\u0434\u0432\u0443\u043c\u0435\u0440\u043d\u044b\u0445-\u0434\u0430\u043d\u043d\u044b\u0445\/\" target=\"_blank\" rel=\"noopener\">5 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432 \u0434\u0432\u0443\u043c\u0435\u0440\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0432 \u0440\u0435\u0430\u043b\u044c\u043d\u043e\u0439 \u0436\u0438\u0437\u043d\u0438<\/a><br \/> <a href=\"https:\/\/statorials.org\/ru\/\u043b\u0438\u043d\u0435\u0438\u043d\u0430\u044f-\u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f-1\/\" target=\"_blank\" rel=\"noopener\">\u0412\u0432\u0435\u0434\u0435\u043d\u0438\u0435 \u0432 \u043f\u0440\u043e\u0441\u0442\u0443\u044e \u043b\u0438\u043d\u0435\u0439\u043d\u0443\u044e \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044e<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0422\u0435\u0440\u043c\u0438\u043d \u0434\u0432\u0443\u043c\u0435\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u043e\u0442\u043d\u043e\u0441\u0438\u0442\u0441\u044f \u043a \u0430\u043d\u0430\u043b\u0438\u0437\u0443 \u0434\u0432\u0443\u0445 \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445. \u0412\u044b \u043c\u043e\u0436\u0435\u0442\u0435 \u044d\u0442\u043e \u0437\u0430\u043f\u043e\u043c\u043d\u0438\u0442\u044c, \u043f\u043e\u0442\u043e\u043c\u0443 \u0447\u0442\u043e \u043f\u0440\u0438\u0441\u0442\u0430\u0432\u043a\u0430 \u00ab\u0431\u0438\u00bb \u043e\u0437\u043d\u0430\u0447\u0430\u0435\u0442 \u00ab\u0434\u0432\u0430\u00bb. \u0426\u0435\u043b\u044c \u0434\u0432\u0443\u043c\u0435\u0440\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u2014 \u043f\u043e\u043d\u044f\u0442\u044c \u0432\u0437\u0430\u0438\u043c\u043e\u0441\u0432\u044f\u0437\u044c \u043c\u0435\u0436\u0434\u0443 \u0434\u0432\u0443\u043c\u044f \u043f\u0435\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u043c\u0438. \u0421\u0443\u0449\u0435\u0441\u0442\u0432\u0443\u0435\u0442 \u0442\u0440\u0438 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0445 \u0441\u043f\u043e\u0441\u043e\u0431\u0430 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0434\u0432\u0443\u043c\u0435\u0440\u043d\u043e\u0433\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0430: 1. \u041e\u0431\u043b\u0430\u043a\u0430 \u0442\u043e\u0447\u0435\u043a 2. \u041a\u043e\u044d\u0444\u0444\u0438\u0446\u0438\u0435\u043d\u0442\u044b \u043a\u043e\u0440\u0440\u0435\u043b\u044f\u0446\u0438\u0438 3. \u041f\u0440\u043e\u0441\u0442\u0430\u044f \u043b\u0438\u043d\u0435\u0439\u043d\u0430\u044f \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f \u0412 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0435\u043c \u043f\u0440\u0438\u043c\u0435\u0440\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u043d\u043e, \u043a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u043a\u0430\u0436\u0434\u044b\u0439 \u0438\u0437 \u044d\u0442\u0438\u0445 \u0442\u0438\u043f\u043e\u0432 \u0434\u0432\u0443\u043c\u0435\u0440\u043d\u043e\u0433\u043e [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-2455","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u041a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c \u0434\u0432\u0443\u043c\u0435\u0440\u043d\u044b\u0439 \u0430\u043d\u0430\u043b\u0438\u0437 \u0432 R (\u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438) - Statorials<\/title>\n<meta name=\"description\" content=\"\u0412 \u044d\u0442\u043e\u043c \u0440\u0443\u043a\u043e\u0432\u043e\u0434\u0441\u0442\u0432\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u044f\u0435\u0442\u0441\u044f, \u043a\u0430\u043a \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0442\u044c 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